





"""simple docstring"""





from sympy import diff, lambdify, symbols
from sympy.functions import *  # noqa: F403


def      UpperCAmelCase__				(    SCREAMING_SNAKE_CASE	:		str				,		SCREAMING_SNAKE_CASE	:		complex				,		SCREAMING_SNAKE_CASE	:		str = "x"				,		SCREAMING_SNAKE_CASE	:		float = 10**-10				,		SCREAMING_SNAKE_CASE	:		int = 1				,		):







      '''simple docstring'''




      lowerCAmelCase    		=			symbols(SCREAMING_SNAKE_CASE     )
      lowerCAmelCase    		=			lambdify(SCREAMING_SNAKE_CASE				,		SCREAMING_SNAKE_CASE     )
      lowerCAmelCase    		=			lambdify(SCREAMING_SNAKE_CASE				,		diff(SCREAMING_SNAKE_CASE				,		SCREAMING_SNAKE_CASE     )     )

      lowerCAmelCase    		=			starting_point

      while True:
            if diff_function(SCREAMING_SNAKE_CASE     ) != 0:
                  lowerCAmelCase    		=			prev_guess - multiplicity * func(SCREAMING_SNAKE_CASE     ) / diff_function(
                      SCREAMING_SNAKE_CASE     )
            else:
                  raise ZeroDivisionError("""Could not find root"""     ) from None

            # Precision is checked by comparing the difference of consecutive guesses
            if abs(next_guess - prev_guess     ) < precision:
                  return next_guess

            lowerCAmelCase    		=			next_guess


# Let's Execute
if __name__ == "__main__":
       # Find root of trigonometric function
       # Find value of pi
       print(f'The root of sin(x) = 0 is {newton_raphson("sin(x)", 2)}')

       # Find root of polynomial
       # Find fourth Root of 5
       print(f'The root of x**4 - 5 = 0 is {newton_raphson("x**4 -5", 0.4 +5j)}')

       # Find value of e
       print(
           "The root of log(y) - 1 = 0 is ",
           f'{newton_raphson("log(y) - 1", 2, variable="y")}',
       )

       # Exponential Roots
       print(
           "The root of exp(x) - 1 = 0 is",
           f'{newton_raphson("exp(x) - 1", 10, precision=0.0_05)}',
       )

       # Find root of cos(x)
       print(f'The root of cos(x) = 0 is {newton_raphson("cos(x)", 0)}')













"""simple docstring"""





from ...configuration_utils import PretrainedConfig
from ...utils import logging


SCREAMING_SNAKE_CASE__   =  logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__   =  {
    "uclanlp/visualbert-vqa": "https://huggingface.co/uclanlp/visualbert-vqa/resolve/main/config.json",
    "uclanlp/visualbert-vqa-pre": "https://huggingface.co/uclanlp/visualbert-vqa-pre/resolve/main/config.json",
    "uclanlp/visualbert-vqa-coco-pre": (
        "https://huggingface.co/uclanlp/visualbert-vqa-coco-pre/resolve/main/config.json"
    ),
    "uclanlp/visualbert-vcr": "https://huggingface.co/uclanlp/visualbert-vcr/resolve/main/config.json",
    "uclanlp/visualbert-vcr-pre": "https://huggingface.co/uclanlp/visualbert-vcr-pre/resolve/main/config.json",
    "uclanlp/visualbert-vcr-coco-pre": (
        "https://huggingface.co/uclanlp/visualbert-vcr-coco-pre/resolve/main/config.json"
    ),
    "uclanlp/visualbert-nlvr2": "https://huggingface.co/uclanlp/visualbert-nlvr2/resolve/main/config.json",
    "uclanlp/visualbert-nlvr2-pre": "https://huggingface.co/uclanlp/visualbert-nlvr2-pre/resolve/main/config.json",
    "uclanlp/visualbert-nlvr2-coco-pre": (
        "https://huggingface.co/uclanlp/visualbert-nlvr2-coco-pre/resolve/main/config.json"
    )
    # See all VisualBERT models at https://huggingface.co/models?filter=visual_bert
}

class 						lowercase   (   _UpperCAmelCase   ):
      _SCREAMING_SNAKE_CASE							      = 'visual_bert'





      def __init__(			self ,		lowercase=30_522 ,		lowercase=768 ,		lowercase=512 ,		lowercase=12 ,		lowercase=12 ,		lowercase=3_072 ,		lowercase="gelu" ,		lowercase=0.1 ,		lowercase=0.1 ,		lowercase=512 ,		lowercase=2 ,		lowercase=0.02 ,		lowercase=1e-12 ,		lowercase=False ,		lowercase=True ,		lowercase=1 ,		lowercase=0 ,		lowercase=2 ,		**lowercase ,		)						->	int:
            super().__init__(pad_token_id=lowercase ,		bos_token_id=lowercase ,		eos_token_id=lowercase ,		**lowercase					)

            lowerCAmelCase    		=			vocab_size
            lowerCAmelCase    		=			max_position_embeddings
            lowerCAmelCase    		=			hidden_size
            lowerCAmelCase    		=			visual_embedding_dim
            lowerCAmelCase    		=			num_hidden_layers
            lowerCAmelCase    		=			num_attention_heads
            lowerCAmelCase    		=			intermediate_size
            lowerCAmelCase    		=			hidden_act
            lowerCAmelCase    		=			hidden_dropout_prob
            lowerCAmelCase    		=			attention_probs_dropout_prob
            lowerCAmelCase    		=			initializer_range
            lowerCAmelCase    		=			type_vocab_size
            lowerCAmelCase    		=			layer_norm_eps
            lowerCAmelCase    		=			bypass_transformer
            lowerCAmelCase    		=			special_visual_initialize






